{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1440, 1080, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = cv2.imread(\"..//images//image.jpg\")\n",
    "(h,w,c) = image.shape\n",
    "print(image.shape)\n",
    "image = cv2.cvtColor(image,cv2.COLOR_BGR2RGB)\n",
    "plt.imshow(image)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
